2 papers
cs.AI2026
IntentCUA: Learning Intent-level Representations for Skill Abstraction and Multi-Agent Planning in Computer-Use Agents
Seoyoung Lee, Seobin Yoon, Seongbeen Lee +4
Computer-use agents operate over long horizons under noisy perception, multi-window contexts, evolving environment states. Existing approaches, from RL-based planners to trajectory…
cs.AI2025
Log2Plan: An Adaptive GUI Automation Framework Integrated with Task Mining Approach
Seoyoung Lee, Seonbin Yoon, Seongbeen Lee +2
GUI task automation streamlines repetitive tasks, but existing LLM or VLM-based planner-executor agents suffer from brittle generalization, high latency, and limited long-horizon c…